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prof.dr. C. Brune (Christoph)

Full Professor

About Me

Christoph Brune is Professor of Nonlinear Analysis and head of the MIA - Mathematics of Imaging & AI group in the Department of Applied Mathematics at the University of Twente.

His core research interest is the interplay of nonlinear analysis and deep learning related to inverse problems, mathematical imaging, machine learning, dynamical systems, numerical analysis and scientific computing. The main focus is on the development, analysis and application of geometric deep learning methods for solving partial differential equations and inverse problems. Important topics are deep learning regularization theory for inverse problems, dynamical systems theory, functional analysis in deep learning representation theory, graph neural networks for PDE systems, deep manifold learning and deep Gaussian processes for model-order reduction in PDEs. Impactful areas of application are medical imaging and data science for AI in health, neuroscience and digital twin development for AI in industry.

Expertise

Mathematics
Cardiac
Ill-Posed Problem
Image Decomposition
Optical Flow
Regularization Parameter
Segmentation
Spectral Decomposition
Total Variation

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Contact Details

Visiting Address

University of Twente
Faculty of Electrical Engineering, Mathematics and Computer Science
Zilverling (building no. 11), room 2061
Hallenweg 19
7522NH  Enschede
The Netherlands

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Mailing Address

University of Twente
Faculty of Electrical Engineering, Mathematics and Computer Science
Zilverling  2061
P.O. Box 217
7500 AE Enschede
The Netherlands

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